| from huggingface_hub import hf_hub_download |
| from modelscope import snapshot_download |
| import os, shutil |
| from typing_extensions import Literal, TypeAlias |
| from typing import List |
| from ..configs.model_config import preset_models_on_huggingface, preset_models_on_modelscope, Preset_model_id |
|
|
|
|
| def download_from_modelscope(model_id, origin_file_path, local_dir): |
| os.makedirs(local_dir, exist_ok=True) |
| file_name = os.path.basename(origin_file_path) |
| if file_name in os.listdir(local_dir): |
| print(f" {file_name} has been already in {local_dir}.") |
| else: |
| print(f" Start downloading {os.path.join(local_dir, file_name)}") |
| snapshot_download(model_id, allow_file_pattern=origin_file_path, local_dir=local_dir) |
| downloaded_file_path = os.path.join(local_dir, origin_file_path) |
| target_file_path = os.path.join(local_dir, os.path.split(origin_file_path)[-1]) |
| if downloaded_file_path != target_file_path: |
| shutil.move(downloaded_file_path, target_file_path) |
| shutil.rmtree(os.path.join(local_dir, origin_file_path.split("/")[0])) |
|
|
|
|
| def download_from_huggingface(model_id, origin_file_path, local_dir): |
| os.makedirs(local_dir, exist_ok=True) |
| file_name = os.path.basename(origin_file_path) |
| if file_name in os.listdir(local_dir): |
| print(f" {file_name} has been already in {local_dir}.") |
| else: |
| print(f" Start downloading {os.path.join(local_dir, file_name)}") |
| hf_hub_download(model_id, origin_file_path, local_dir=local_dir) |
| downloaded_file_path = os.path.join(local_dir, origin_file_path) |
| target_file_path = os.path.join(local_dir, file_name) |
| if downloaded_file_path != target_file_path: |
| shutil.move(downloaded_file_path, target_file_path) |
| shutil.rmtree(os.path.join(local_dir, origin_file_path.split("/")[0])) |
|
|
|
|
| Preset_model_website: TypeAlias = Literal[ |
| "HuggingFace", |
| "ModelScope", |
| ] |
| website_to_preset_models = { |
| "HuggingFace": preset_models_on_huggingface, |
| "ModelScope": preset_models_on_modelscope, |
| } |
| website_to_download_fn = { |
| "HuggingFace": download_from_huggingface, |
| "ModelScope": download_from_modelscope, |
| } |
|
|
|
|
| def download_customized_models( |
| model_id, |
| origin_file_path, |
| local_dir, |
| downloading_priority: List[Preset_model_website] = ["ModelScope", "HuggingFace"], |
| ): |
| downloaded_files = [] |
| for website in downloading_priority: |
| |
| file_to_download = os.path.join(local_dir, os.path.basename(origin_file_path)) |
| if file_to_download in downloaded_files: |
| continue |
| |
| website_to_download_fn[website](model_id, origin_file_path, local_dir) |
| if os.path.basename(origin_file_path) in os.listdir(local_dir): |
| downloaded_files.append(file_to_download) |
| return downloaded_files |
|
|
|
|
| def download_models( |
| model_id_list: List[Preset_model_id] = [], |
| downloading_priority: List[Preset_model_website] = ["ModelScope", "HuggingFace"], |
| ): |
| print(f"Downloading models: {model_id_list}") |
| downloaded_files = [] |
| load_files = [] |
|
|
| for model_id in model_id_list: |
| for website in downloading_priority: |
| if model_id in website_to_preset_models[website]: |
| |
| |
| model_metadata = website_to_preset_models[website][model_id] |
| if isinstance(model_metadata, list): |
| file_data = model_metadata |
| else: |
| file_data = model_metadata.get("file_list", []) |
|
|
| |
| model_files = [] |
| for model_id, origin_file_path, local_dir in file_data: |
| |
| file_to_download = os.path.join(local_dir, os.path.basename(origin_file_path)) |
| if file_to_download in downloaded_files: |
| continue |
| |
| website_to_download_fn[website](model_id, origin_file_path, local_dir) |
| if os.path.basename(origin_file_path) in os.listdir(local_dir): |
| downloaded_files.append(file_to_download) |
| model_files.append(file_to_download) |
| |
| |
| if len(model_files) > 0: |
| if isinstance(model_metadata, dict) and "load_path" in model_metadata: |
| model_files = model_metadata["load_path"] |
| load_files.extend(model_files) |
| break |
| |
| return load_files |
|
|